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. 2026 Aug 6;16:24317. doi: 10.1038/s41598-026-56105-4

Table 3.

Cross-domain validation results comparing industrial machinery and battery RUL prediction performance.

Result Model RMSE MSE MAE Inline graphic MAPE
Without filter CNN 12.444 154.797 3.403 0.696 90.41
LSTM 11.130 123.876 4.128 0.756 88.33
Kalman filter CNN 9.096 82.735 1.605 0.837 92.49
LSTM 9.645 93.030 3.724 0.817 89.13
Savitzky-Golay CNN 3.913 15.310 0.686 0.969 97.50
LSTM 9.868 97.372 2.792 0.808 90.30